This might just be nostalgia talking, but Mario Kart DS is probably peak Mario Kart, at least in my eyes. It has a fun selection of tracks and has probably the most robust single player experience in the series thanks to mission mode. One of the strongest rosters of playable racers too.

I think everyone just has that one Mario Kart game they like over the others, and MKDS is my one.